ML4WX

Extremes & hazards

Tropical Cyclone Intensity Estimation Using Multidimensional Convolutional Neural Network From Multichannel Satellite Imagery

Wei Tian, Xinxin Zhou, Wei Huang, Yonghong Zhang, Pengfei Zhang, Shifeng Hao

IEEE Geoscience and Remote Sensing Letters · · Nanjing University of Information Science & Technology (NUIST)

Paper

In one sentence. 3D-attention CNN estimates tropical cyclone intensity from multichannel IR, water vapour and microwave imagery, with RMSE 9.48 kt, 25% better than the Advanced Dvorak Technique.

Labels

Topic
Extremes & hazards, Observations & remote sensing
Type
New model or method
Method
CNN / U-Net
Domain
Regional
Data
Satellite
Status
Research
Identifiers
DOI:10.1109/lgrs.2021.3134007 OpenAlex:W4206610887
Added
2026-10-22

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